{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 待办\n",
    "- [ ] 实现路径衍生梯度策略"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gymnasium as gym\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import rl_utils\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 策略网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PolicyNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc2 = torch.nn.Linear(hidden_dim, action_dim)  # 输出每个动作对应的概率\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        return F.softmax(self.fc2(x), dim=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 价值网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ValueNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc2 = torch.nn.Linear(hidden_dim, 1) # 输出状态对应的价值\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        return self.fc2(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A2C算法\n",
    "\n",
    "优势评论员算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ActorCritic:\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim, actor_lr, critic_lr, gamma, device):\n",
    "        # 策略网络\n",
    "        self.actor = PolicyNet(state_dim, hidden_dim, action_dim).to(device)\n",
    "        self.critic = ValueNet(state_dim, hidden_dim).to(device)  # 价值网络\n",
    "        # 策略网络优化器\n",
    "        self.actor_optimizer = torch.optim.Adam(self.actor.parameters(), lr=actor_lr)\n",
    "        self.critic_optimizer = torch.optim.Adam(self.critic.parameters(), lr=critic_lr)  # 价值网络优化器\n",
    "        self.gamma = gamma\n",
    "        self.device = device\n",
    "\n",
    "    def take_action(self, state):\n",
    "        state = torch.tensor(state[np.newaxis, :], dtype=torch.float).to(self.device)\n",
    "        probs = self.actor(state)\n",
    "        action_dist = torch.distributions.Categorical(probs)  # 根据给定概率创建一个分类的分布\n",
    "        action = action_dist.sample()  # 从分布中采样一个类别，这里是动作\n",
    "        return action.item()  # 取到的动作序号是tensor, 转成普通python数字\n",
    "\n",
    "    def update(self, transition_dict):\n",
    "        states = torch.tensor(np.array(transition_dict['states']), dtype=torch.float).to(self.device)\n",
    "        actions = torch.tensor(np.array(transition_dict['actions']), dtype=torch.int64).view(-1, 1).to(self.device)\n",
    "        rewards = torch.tensor(np.array(transition_dict['rewards']), dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        next_states = torch.tensor(np.array(transition_dict['next_states']), dtype=torch.float).to(self.device)\n",
    "        dones = torch.tensor(np.array(transition_dict['dones']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        truncated = torch.tensor(np.array(transition_dict['truncated']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "\n",
    "        # 时序差分目标\n",
    "        td_target = rewards + self.gamma * self.critic(next_states) * (1 - dones | truncated)\n",
    "        td_delta = td_target - self.critic(states)  # 时序差分误差, 实际上就是优势函数A\n",
    "        log_probs = torch.log(self.actor(states).gather(1, actions))\n",
    "        # 评论员/价值网络均方误差损失函数, td_target仅作为标量\n",
    "        critic_loss = torch.mean(F.mse_loss(self.critic(states), td_target.detach()))  \n",
    "        # 演员/策略网络误差, td_delta是从td_target来的, 因此也.detach(), 仅作为标量\n",
    "        actor_loss = torch.mean(-log_probs * td_delta.detach())  \n",
    "        self.critic_optimizer.zero_grad()\n",
    "        self.actor_optimizer.zero_grad()\n",
    "        critic_loss.backward()  # 计算价值网络的梯度\n",
    "        actor_loss.backward()  # 计算策略网络的梯度\n",
    "        self.critic_optimizer.step()  # 更新价值网络的参数\n",
    "        self.actor_optimizer.step()  # 更新策略网络的参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ✅怎么理解A2C"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "优势函数的思想在 Dueling DQN 中已经提到过了，那里需要 Q 值，所以把 $A = Q - V​​$ 变成 $Q=V+A$，其中 A 也是由 Q 网络的一部分估计的，这里是改进的优势函数，需要的就是 $A = Q - V​​$，其中 Q 来自演员网络，V 来自评论员网络。\n",
    "\n",
    "目标函数就是动作的概率乘以优势函数 A，即 $log\\_prob(action)* A$，**推导待补充**，优势函数原本是每轮以及后续获得的折算奖励（G）减去一个基线 b，也就是 $A = G-b$，但是这个折算是比较麻烦的，因为有 $E(G) = Q_{\\pi_{\\theta}}(s^n_t,a^n_t)$，所以可以考虑用 Q 替代 G，而 $b$ 一般是状态价值函数 $V_{\\pi_{\\theta}}(s_t)$，因此优势函数变成\n",
    "$$A = Q_{\\pi_{\\theta}}(s^n_t,a^n_t)-V_{\\pi_{\\theta}}(s_t)$$\n",
    "可以用 V 来估计 Q，即有 $Q_{\\pi}(s^n_t,a^n_t)=E(r_t^n+V_{\\pi_{\\theta}}(s_{t+1}))$ ，把这个式子带入上式，并且这里先去掉期望，所以有\n",
    "$$A^{\\theta}\\left(s_t,a_t\\right) = r_t^n+V_{\\pi}(s_{t+1}^n) - V_{\\pi}(s_t)$$\n",
    "期望值很难算，经过多次实验，去掉期望值容易计算，并且效果还可以，因此在这里一般就去掉期望，带入最开始给的优势函数。\n",
    "\n",
    "这样是很容易代码实现的。在代码里面，优势 G 就是 `td_delta`，再乘以负的动作概率的对数，就等于演员网络的损失，对其参数求梯度，就实现梯度上升。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 参数初始化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "device:  cuda\n"
     ]
    }
   ],
   "source": [
    "# A2C相关\n",
    "actor_lr = 1e-3\n",
    "critic_lr = 1e-2\n",
    "total_epochs = 20\n",
    "total_episodes = 100\n",
    "gamma = 0.98\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "print('device: ', device)\n",
    "\n",
    "# 环境相关\n",
    "env_name = 'CartPole-v1'\n",
    "env = gym.make(env_name)\n",
    "torch.manual_seed(0)\n",
    "\n",
    "# 神经网络相关\n",
    "state_dim = env.observation_space.shape[0]\n",
    "hidden_dim = 128\n",
    "action_dim = env.action_space.n\n",
    "\n",
    "agent = ActorCritic(state_dim, hidden_dim, action_dim, actor_lr, critic_lr, gamma, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取检查点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_ckp(ckp_path):\n",
    "    if os.path.exists(ckp_path):\n",
    "        checkpoint = torch.load(ckp_path)\n",
    "        s_epoch = checkpoint['epoch']\n",
    "        s_episode = checkpoint['episode']\n",
    "        agent.actor.load_state_dict(checkpoint['actor_best_weight'])\n",
    "        agent.critic.load_state_dict(checkpoint['critic_best_weight'])\n",
    "        return_list = checkpoint['return_list']\n",
    "        return s_epoch, s_episode, return_list\n",
    "    else:\n",
    "        s_epoch = 0\n",
    "        s_episode = 0\n",
    "        return_list = []\n",
    "        return s_epoch, s_episode, return_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "CKP_PATH = 'checkpoints/A2C_CPv1.pt'\n",
    "s_epoch, s_episode, return_list = read_ckp(CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 训练函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                           \r"
     ]
    }
   ],
   "source": [
    "rl_utils.train_on_policy_agent(env, agent, s_epoch, total_epochs, s_episode, total_episodes, return_list, CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rl_utils.picture_return(return_list, 'A2C', env_name, 9)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 连续动作\n",
    "\n",
    "可能要跑10万轮才能稳定收敛，[参考文章](https://medium.com/deeplearningmadeeasy/advantage-actor-critic-continuous-case-implementation-f55ce5da6b4c)\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PolicyNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc_mu = torch.nn.Linear(hidden_dim, action_dim)\n",
    "        self.fc_std = torch.nn.Linear(hidden_dim, action_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 也可以直接用tanh激活输出一个固定值, 再缩放为所需动作值\n",
    "        # 输出均值方差的好处是可以创建一个正态分布, 再采采样一次, 还有探索空间\n",
    "        x = F.relu(self.fc1(x))\n",
    "        mu = 2.0 * torch.tanh(self.fc_mu(x))  # 最大动作值是2, 因此乘以2缩放\n",
    "        std = F.softplus(self.fc_std(x))\n",
    "        return mu, std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ValueNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc2 = torch.nn.Linear(hidden_dim, 1) # 输出状态对应的价值\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        return self.fc2(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ActorCritic:\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim, actor_lr, critic_lr, gamma, device):\n",
    "        # 策略网络\n",
    "        self.actor = PolicyNet(state_dim, hidden_dim, action_dim).to(device)\n",
    "        self.critic = ValueNet(state_dim, hidden_dim).to(device)  # 价值网络\n",
    "        # 策略网络优化器\n",
    "        self.actor_optimizer = torch.optim.Adam(self.actor.parameters(), lr=actor_lr)\n",
    "        self.critic_optimizer = torch.optim.Adam(self.critic.parameters(), lr=critic_lr)  # 价值网络优化器\n",
    "        self.gamma = gamma\n",
    "        self.device = device\n",
    "\n",
    "    def take_action(self, state):\n",
    "        state = torch.tensor(state[np.newaxis, :], dtype=torch.float).to(self.device)\n",
    "        mu, std = self.actor(state)\n",
    "        action_dist = torch.distributions.Normal(mu, std)  # 根据给定概率创建一个分类的分布\n",
    "        action = action_dist.sample()  # 从分布中采样一个类别，这里是动作\n",
    "        return [action.item()]  # 取到的动作序号是tensor, 转成普通python数字\n",
    "\n",
    "    def update(self, transition_dict):\n",
    "        states = torch.tensor(np.array(transition_dict['states']), \n",
    "                              dtype=torch.float).to(self.device)\n",
    "        actions = torch.tensor(np.array(transition_dict['actions']), \n",
    "                               dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        rewards = torch.tensor(np.array(transition_dict['rewards']), \n",
    "                               dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        next_states = torch.tensor(np.array(transition_dict['next_states']), \n",
    "                                   dtype=torch.float).to(self.device)\n",
    "        dones = torch.tensor(np.array(transition_dict['dones']), \n",
    "                             dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        truncated = torch.tensor(np.array(transition_dict['truncated']), \n",
    "                                 dtype=torch.int).view(-1, 1).to(self.device)\n",
    "\n",
    "        # 时序差分目标\n",
    "        td_target = rewards + self.gamma * self.critic(next_states) * (1 - dones | truncated)\n",
    "        td_delta = td_target - self.critic(states)  # 时序差分误差\n",
    "        mu, std = self.actor(states)\n",
    "        action_dists = torch.distributions.Normal(mu, std)\n",
    "        log_probs = action_dists.log_prob(actions)\n",
    "        # 评论员/价值网络均方误差损失函数, td_target仅作为标量\n",
    "        critic_loss = torch.mean(F.mse_loss(self.critic(states), td_target.detach()))  \n",
    "        # 演员/策略网络误差, td_delta是从td_target来的, 因此也.detach(), 仅作为标量\n",
    "        actor_loss = torch.mean(-log_probs * td_delta.detach())  \n",
    "        self.critic_optimizer.zero_grad()\n",
    "        self.actor_optimizer.zero_grad()\n",
    "        critic_loss.backward()  # 计算价值网络的梯度\n",
    "        actor_loss.backward()  # 计算策略网络的梯度\n",
    "        self.critic_optimizer.step()  # 更新价值网络的参数\n",
    "        self.actor_optimizer.step()  # 更新策略网络的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "device:  cuda\n"
     ]
    }
   ],
   "source": [
    "# A2C相关\n",
    "actor_lr = 1e-3\n",
    "critic_lr = 1e-2\n",
    "total_epochs = 20\n",
    "total_episodes = 100\n",
    "gamma = 0.98\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "print('device: ', device)\n",
    "\n",
    "# 环境相关\n",
    "env_name = 'Pendulum-v1'\n",
    "env = gym.make(env_name)\n",
    "torch.manual_seed(0)\n",
    "\n",
    "# 神经网络相关\n",
    "state_dim = env.observation_space.shape[0]\n",
    "hidden_dim = 128\n",
    "action_dim = env.action_space.shape[0]\n",
    "\n",
    "agent = ActorCritic(state_dim, hidden_dim, action_dim, actor_lr, critic_lr, gamma, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_ckp(ckp_path):\n",
    "    if os.path.exists(ckp_path):\n",
    "        checkpoint = torch.load(ckp_path)\n",
    "        s_epoch = checkpoint['epoch']\n",
    "        s_episode = checkpoint['episode']\n",
    "        agent.actor.load_state_dict(checkpoint['actor_best_weight'])\n",
    "        agent.critic.load_state_dict(checkpoint['critic_best_weight'])\n",
    "        return_list = checkpoint['return_list']\n",
    "        return s_epoch, s_episode, return_list\n",
    "    else:\n",
    "        s_epoch = 0\n",
    "        s_episode = 0\n",
    "        return_list = []\n",
    "        return s_epoch, s_episode, return_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "CKP_PATH = 'checkpoints/A2C_PDv1.pt'\n",
    "s_epoch, s_episode, return_list = read_ckp(CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "return_list = rl_utils.train_on_policy_agent(env, agent, s_epoch, total_epochs, s_episode, total_episodes, return_list, CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rl_utils.picture_return(return_list, 'A2C', env_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                 \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均回报:  -1439.361\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[-1309.391601756466,\n",
       " -1484.46292801368,\n",
       " -1512.755956207243,\n",
       " -1514.2295517928144,\n",
       " -1496.7907976424844,\n",
       " -1456.5345280528402,\n",
       " -1504.5065619092652,\n",
       " -1178.7431714923737,\n",
       " -1469.4426774774672,\n",
       " -1466.7523956199193]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rl_utils.show_gym_policy(env_name, agent, if_return=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
